Pandas Profile report

Dataset statistics

Number of variables	14
Number of observations	29674
Missing cells	13
Missing cells (%)	< 0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	3.2 MiB
Average record size in memory	112.0 B

Variable types

NUM	12
BOOL	2

Reproduction

Analysis started	2020-05-24 15:33:18.415132
Analysis finished	2020-05-24 15:34:33.208095
Version	pandas-profiling v2.6.0
Command line	`pandas_profiling --config_file config.yaml [YOUR_FILE.csv]`
Download configuration	config.yaml

`AGE` is highly correlated with `AGE_GROUP`	High Correlation
`AGE_GROUP` is highly correlated with `AGE`	High Correlation
`LIMIT_BAL` is highly correlated with `LIMIT_BAL_GROUP`	High Correlation
`LIMIT_BAL_GROUP` is highly correlated with `LIMIT_BAL`	High Correlation
`PAY_AMT2` is highly skewed (γ1 = 30.31213063)	Skewed
`BILL_AMT5` has 3211 (10.8%) zeros	Zeros
`PAY_AMT1` has 4931 (16.6%) zeros	Zeros
`PAY_AMT2` has 5075 (17.1%) zeros	Zeros
`PAY_AMT3` has 5647 (19.0%) zeros	Zeros
`PAY_AMT4` has 6087 (20.5%) zeros	Zeros
`PAY_AMT5` has 6382 (21.5%) zeros	Zeros
`PAY_AMT6` has 6852 (23.1%) zeros	Zeros

df_index
Real number (ℝ_≥0)

UNIFORM
UNIQUE

Distinct count	29674
Unique (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	14957.007514996292
Minimum	0
Maximum	30000
Zeros	1
Zeros (%)	< 0.1%
Memory size	232.0 KiB

Quantile statistics

Minimum	0
5-th percentile	1483.65
Q1	7451.25
median	14936.5
Q3	22454.75
95-th percentile	28490.35
Maximum	30000
Range	30000
Interquartile range (IQR)	15003.5

Descriptive statistics

Standard deviation	8662.794748
Coefficient of variation (CV)	0.5791796747
Kurtosis	-1.200223035
Mean	14957.00751
Median Absolute Deviation (MAD)	7502.011839
Skewness	0.005745492805
Sum	443834241
Variance	75044012.84

Histogram
Dynamic Histogram

Histogram with fixed size bins (bins=10)

Histogram with variable size bins (bins=[ 0. 30000.], "bayesian blocks" binning strategy used)

Value	Count	Frequency (%)
2047	1	< 0.1%
11535	1	< 0.1%
23841	1	< 0.1%
17698	1	< 0.1%
19747	1	< 0.1%
29988	1	< 0.1%
25894	1	< 0.1%
27943	1	< 0.1%
5416	1	< 0.1%
7465	1	< 0.1%
Other values (29664)	29664	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
30000	1	< 0.1%
29999	1	< 0.1%
29998	1	< 0.1%
29997	1	< 0.1%
29996	1	< 0.1%

GRADUATE
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	232.0 KiB

0	19249
1	10424
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	19249	64.9%
1	10424	35.1%
(Missing)	1	< 0.1%

AGE_GROUP
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	8
Unique (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.4628113099450677
Minimum	1.0
Maximum	8.0
Zeros	0
Zeros (%)	0.0%
Memory size	232.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	3
Q3	5
95-th percentile	7
Maximum	8
Range	7
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.791121383
Coefficient of variation (CV)	0.5172448692
Kurtosis	-0.6465529551
Mean	3.46281131
Median Absolute Deviation (MAD)	1.510043384
Skewness	0.5046278967
Sum	102752
Variance	3.208115809

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
2	7050	23.8%
3	5728	19.3%
4	4845	16.3%
1	3833	12.9%
5	3577	12.1%
6	2381	8.0%
7	1988	6.7%
8	271	0.9%
(Missing)	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3833	12.9%
2	7050	23.8%
3	5728	19.3%
4	4845	16.3%
5	3577	12.1%

Value	Count	Frequency (%)
8	271	0.9%
7	1988	6.7%
6	2381	8.0%
5	3577	12.1%
4	4845	16.3%

BILL_AMT5
Real number (ℝ)

ZEROS

Distinct count	21010
Unique (%)	70.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	40753.74441411384
Minimum	-81334.0
Maximum	927171.0
Zeros	3211
Zeros (%)	10.8%
Memory size	232.0 KiB

Quantile statistics

Minimum	-81334
5-th percentile	0
Q1	1981
median	18413
Q3	50673
95-th percentile	166749
Maximum	927171
Range	1008505
Interquartile range (IQR)	48692

Descriptive statistics

Standard deviation	60984.2006
Coefficient of variation (CV)	1.496407299
Kurtosis	12.20015426
Mean	40753.74441
Median Absolute Deviation (MAD)	41395.08864
Skewness	2.862787937
Sum	1209285858
Variance	3719072723

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	3211	10.8%
390	233	0.8%
780	94	0.3%
316	79	0.3%
326	62	0.2%
150	57	0.2%
396	45	0.2%
416	36	0.1%
2500	34	0.1%
2400	31	0.1%
Other values (21000)	25791	86.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-81334	1	< 0.1%
-61372	1	< 0.1%
-53007	1	< 0.1%
-46627	1	< 0.1%
-37594	1	< 0.1%

Value	Count	Frequency (%)
927171	1	< 0.1%
823540	1	< 0.1%
587067	1	< 0.1%
551702	1	< 0.1%
547880	1	< 0.1%

PAY_AMT1
Real number (ℝ_≥0)

ZEROS

Distinct count	7943
Unique (%)	26.8%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5725.735180130085
Minimum	0.0
Maximum	873552.0
Zeros	4931
Zeros (%)	16.6%
Memory size	232.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2157
Q3	5025
95-th percentile	18610.2
Maximum	873552
Range	873552
Interquartile range (IQR)	4025

Descriptive statistics

Standard deviation	16643.64462
Coefficient of variation (CV)	2.906813552
Kurtosis	411.5383141
Mean	5725.73518
Median Absolute Deviation (MAD)	5959.618873
Skewness	14.60546767
Sum	169899740
Variance	277010906.2

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	4931	16.6%
2000	1362	4.6%
3000	891	3.0%
5000	698	2.4%
1500	507	1.7%
4000	426	1.4%
10000	401	1.4%
1000	363	1.2%
2500	298	1.0%
6000	294	1.0%
Other values (7933)	19502	65.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4931	16.6%
1	9	< 0.1%
2	14	< 0.1%
3	15	0.1%
4	18	0.1%

Value	Count	Frequency (%)
873552	1	< 0.1%
505000	1	< 0.1%
493358	1	< 0.1%
423903	1	< 0.1%
405016	1	< 0.1%

PAY_AMT2
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct count	7899
Unique (%)	26.6%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5986.2915782024065
Minimum	0.0
Maximum	1684259.0
Zeros	5075
Zeros (%)	17.1%
Memory size	232.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2037
Q3	5000
95-th percentile	19233.6
Maximum	1684259
Range	1684259
Interquartile range (IQR)	4000

Descriptive statistics

Standard deviation	23159.08083
Coefficient of variation (CV)	3.868685734
Kurtosis	1625.729375
Mean	5986.291578
Median Absolute Deviation (MAD)	6522.828405
Skewness	30.31213063
Sum	177631230
Variance	536343024.7

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5075	17.1%
2000	1290	4.3%
3000	857	2.9%
5000	717	2.4%
1000	594	2.0%
1500	521	1.8%
4000	410	1.4%
10000	318	1.1%
6000	283	1.0%
2500	251	0.8%
Other values (7889)	19357	65.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5075	17.1%
1	15	0.1%
2	20	0.1%
3	18	0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
1684259	1	< 0.1%
1227082	1	< 0.1%
1215471	1	< 0.1%
1024516	1	< 0.1%
580464	1	< 0.1%

PAY_AMT3
Real number (ℝ_≥0)

ZEROS

Distinct count	7518
Unique (%)	25.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5283.145283591143
Minimum	0.0
Maximum	896040.0
Zeros	5647
Zeros (%)	19.0%
Memory size	232.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	444
median	1880
Q3	4600
95-th percentile	18000
Maximum	896040
Range	896040
Interquartile range (IQR)	4156

Descriptive statistics

Standard deviation	17695.15307
Coefficient of variation (CV)	3.349359543
Kurtosis	558.9924934
Mean	5283.145284
Median Absolute Deviation (MAD)	5907.410461
Skewness	17.13796108
Sum	156766770
Variance	313118442.2

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	5647	19.0%
2000	1285	4.3%
1000	1103	3.7%
3000	870	2.9%
5000	721	2.4%
1500	490	1.7%
4000	381	1.3%
10000	312	1.1%
1200	243	0.8%
6000	241	0.8%
Other values (7508)	18380	61.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5647	19.0%
1	13	< 0.1%
2	19	0.1%
3	14	< 0.1%
4	15	0.1%

Value	Count	Frequency (%)
896040	1	< 0.1%
889043	1	< 0.1%
508229	1	< 0.1%
417588	1	< 0.1%
400972	1	< 0.1%

PAY_AMT4
Real number (ℝ_≥0)

ZEROS

Distinct count	6937
Unique (%)	23.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	4879.136959525495
Minimum	0.0
Maximum	621000.0
Zeros	6087
Zeros (%)	20.5%
Memory size	232.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	324
median	1502
Q3	4100
95-th percentile	16361.2
Maximum	621000
Range	621000
Interquartile range (IQR)	3776

Descriptive statistics

Standard deviation	15744.04332
Coefficient of variation (CV)	3.226809055
Kurtosis	274.6837041
Mean	4879.13696
Median Absolute Deviation (MAD)	5569.795488
Skewness	12.84474608
Sum	144778631
Variance	247874900.2

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6087	20.5%
1000	1394	4.7%
2000	1214	4.1%
3000	887	3.0%
5000	810	2.7%
1500	441	1.5%
4000	402	1.4%
10000	341	1.1%
2500	259	0.9%
500	258	0.9%
Other values (6927)	17580	59.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6087	20.5%
1	22	0.1%
2	22	0.1%
3	13	< 0.1%
4	20	0.1%

Value	Count	Frequency (%)
621000	1	< 0.1%
528897	1	< 0.1%
497000	1	< 0.1%
432130	1	< 0.1%
400046	1	< 0.1%

PAY_AMT5
Real number (ℝ_≥0)

ZEROS

Distinct count	6897
Unique (%)	23.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	4852.153607656793
Minimum	0.0
Maximum	426529.0
Zeros	6382
Zeros (%)	21.5%
Memory size	232.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	315
median	1544
Q3	4100
95-th percentile	16220.6
Maximum	426529
Range	426529
Interquartile range (IQR)	3785

Descriptive statistics

Standard deviation	15353.94255
Coefficient of variation (CV)	3.164356241
Kurtosis	178.3092098
Mean	4852.153608
Median Absolute Deviation (MAD)	5518.671954
Skewness	11.07463591
Sum	143977954
Variance	235743551.9

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6382	21.5%
1000	1340	4.5%
2000	1323	4.5%
3000	947	3.2%
5000	814	2.7%
1500	426	1.4%
4000	401	1.4%
10000	343	1.2%
500	250	0.8%
6000	247	0.8%
Other values (6887)	17200	58.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6382	21.5%
1	21	0.1%
2	13	< 0.1%
3	13	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
426529	1	< 0.1%
417990	1	< 0.1%
388071	1	< 0.1%
379267	1	< 0.1%
332000	1	< 0.1%

PAY_AMT6
Real number (ℝ_≥0)

ZEROS

Distinct count	6939
Unique (%)	23.4%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	5272.854177198126
Minimum	0.0
Maximum	528666.0
Zeros	6852
Zeros (%)	23.1%
Memory size	232.0 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	200
median	1500
Q3	4032
95-th percentile	17543.6
Maximum	528666
Range	528666
Interquartile range (IQR)	3832

Descriptive statistics

Standard deviation	17866.70954
Coefficient of variation (CV)	3.388432325
Kurtosis	165.4893385
Mean	5272.854177
Median Absolute Deviation (MAD)	6246.817918
Skewness	10.58823937
Sum	156461402
Variance	319219309.8

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	6852	23.1%
1000	1299	4.4%
2000	1295	4.4%
3000	914	3.1%
5000	808	2.7%
1500	439	1.5%
4000	411	1.4%
10000	356	1.2%
500	247	0.8%
6000	220	0.7%
Other values (6929)	16832	56.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6852	23.1%
1	20	0.1%
2	9	< 0.1%
3	14	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
528666	1	< 0.1%
527143	1	< 0.1%
443001	1	< 0.1%
422000	1	< 0.1%
403500	1	< 0.1%

LIMIT_BAL_GROUP
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	7
Unique (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	3.2573046203619453
Minimum	1.0
Maximum	7.0
Zeros	0
Zeros (%)	0.0%
Memory size	232.0 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	1
median	3
Q3	5
95-th percentile	6
Maximum	7
Range	6
Interquartile range (IQR)	4

Descriptive statistics

Standard deviation	1.827953897
Coefficient of variation (CV)	0.5611860449
Kurtosis	-1.36848069
Mean	3.25730462
Median Absolute Deviation (MAD)	1.62979723
Skewness	0.1682842791
Sum	96654
Variance	3.34141545

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	7607	25.6%
5	4997	16.8%
2	4784	16.1%
6	4300	14.5%
4	3915	13.2%
3	3864	13.0%
7	206	0.7%
(Missing)	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7607	25.6%
2	4784	16.1%
3	3864	13.0%
4	3915	13.2%
5	4997	16.8%

Value	Count	Frequency (%)
7	206	0.7%
6	4300	14.5%
5	4997	16.8%
4	3915	13.2%
3	3864	13.0%

default
Boolean

Distinct count	2
Unique (%)	< 0.1%
Missing	1
Missing (%)	< 0.1%
Memory size	232.0 KiB

0	23121
1	6552
(Missing)	1

Frequency Table

Value	Count	Frequency (%)
0	23121	77.9%
1	6552	22.1%
(Missing)	1	< 0.1%

AGE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	56
Unique (%)	0.2%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	35.501870387220706
Minimum	21.0
Maximum	79.0
Zeros	0
Zeros (%)	0.0%
Memory size	232.0 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.232184001
Coefficient of variation (CV)	0.26004782
Kurtosis	0.03836190383
Mean	35.50187039
Median Absolute Deviation (MAD)	7.560042396
Skewness	0.7305412748
Sum	1053447
Variance	85.23322143

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
29	1575	5.3%
27	1463	4.9%
28	1387	4.7%
30	1382	4.7%
26	1243	4.2%
31	1200	4.0%
25	1176	4.0%
34	1146	3.9%
32	1144	3.9%
33	1137	3.8%
Other values (46)	16820	56.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	67	0.2%
22	556	1.9%
23	916	3.1%
24	1118	3.8%
25	1176	4.0%

Value	Count	Frequency (%)
79	1	< 0.1%
75	3	< 0.1%
74	1	< 0.1%
73	4	< 0.1%
72	3	< 0.1%

LIMIT_BAL
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct count	81
Unique (%)	0.3%
Missing	1
Missing (%)	< 0.1%
Infinite	0
Infinite (%)	0.0%

Mean	167330.8961008324
Minimum	10000.0
Maximum	1000000.0
Zeros	0
Zeros (%)	0.0%
Memory size	232.0 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	430000
Maximum	1000000
Range	990000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	129876.6449
Coefficient of variation (CV)	0.7761665531
Kurtosis	0.5456392649
Mean	167330.8961
Median Absolute Deviation (MAD)	105037.984
Skewness	0.9974503939
Sum	4965209680
Variance	1.686794288e+10

Histogram

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
50000	3327	11.2%
20000	1963	6.6%
30000	1597	5.4%
80000	1544	5.2%
200000	1495	5.0%
150000	1096	3.7%
100000	1040	3.5%
180000	980	3.3%
360000	833	2.8%
60000	825	2.8%
Other values (71)	14973	50.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	488	1.6%
16000	2	< 0.1%
20000	1963	6.6%
30000	1597	5.4%
40000	230	0.8%

Value	Count	Frequency (%)
1000000	1	< 0.1%
800000	2	< 0.1%
780000	2	< 0.1%
760000	1	< 0.1%
750000	4	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

First rows

	df_index	GRADUATE	AGE_GROUP	BILL_AMT5	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	LIMIT_BAL_GROUP	default	AGE	LIMIT_BAL
0	0	0.0	1.0	0.0	0.0	689.0	0.0	0.0	0.0	0.0	1.0	1.0	24.0	20000.0
1	1	0.0	2.0	3455.0	0.0	1000.0	1000.0	1000.0	0.0	2000.0	3.0	1.0	26.0	120000.0
2	2	0.0	3.0	14948.0	1518.0	1500.0	1000.0	1000.0	1000.0	5000.0	2.0	0.0	34.0	90000.0
3	3	0.0	4.0	28959.0	2000.0	2019.0	1200.0	1100.0	1069.0	1000.0	1.0	0.0	37.0	50000.0
4	4	0.0	7.0	19146.0	2000.0	36681.0	10000.0	9000.0	689.0	679.0	1.0	0.0	57.0	50000.0
5	5	1.0	4.0	19619.0	2500.0	1815.0	657.0	1000.0	1000.0	800.0	1.0	0.0	37.0	50000.0
6	6	1.0	2.0	483003.0	55000.0	40000.0	38000.0	20239.0	13750.0	13770.0	6.0	0.0	29.0	500000.0
7	7	0.0	1.0	-159.0	380.0	601.0	0.0	581.0	1687.0	1542.0	2.0	0.0	23.0	100000.0
8	8	0.0	2.0	11793.0	3329.0	0.0	432.0	1000.0	1000.0	1000.0	3.0	0.0	28.0	140000.0
9	9	0.0	3.0	13007.0	0.0	0.0	0.0	13007.0	1122.0	0.0	1.0	0.0	35.0	20000.0

Last rows

	df_index	GRADUATE	AGE_GROUP	BILL_AMT5	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	LIMIT_BAL_GROUP	default	AGE	LIMIT_BAL
29664	29991	0.0	3.0	2500.0	0.0	0.0	0.0	0.0	0.0	0.0	5.0	1.0	34.0	210000.0
29665	29992	0.0	5.0	0.0	2000.0	0.0	0.0	0.0	0.0	0.0	1.0	0.0	43.0	10000.0
29666	29993	1.0	4.0	69473.0	2000.0	111784.0	4000.0	3000.0	2000.0	2000.0	2.0	0.0	38.0	100000.0
29667	29994	0.0	3.0	82607.0	7000.0	3500.0	0.0	7000.0	0.0	4000.0	2.0	1.0	34.0	80000.0
29668	29995	0.0	4.0	31237.0	8500.0	20000.0	5003.0	3047.0	5000.0	1000.0	5.0	0.0	39.0	220000.0
29669	29996	0.0	5.0	5190.0	1837.0	3526.0	8998.0	129.0	0.0	0.0	3.0	0.0	43.0	150000.0
29670	29997	0.0	4.0	20582.0	0.0	0.0	22000.0	4200.0	2000.0	3100.0	1.0	1.0	37.0	30000.0
29671	29998	0.0	5.0	11855.0	85900.0	3409.0	1178.0	1926.0	52964.0	1804.0	2.0	1.0	41.0	80000.0
29672	29999	0.0	6.0	32428.0	2078.0	1800.0	1430.0	1000.0	1000.0	1000.0	1.0	1.0	46.0	50000.0
29673	30000	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN	NaN

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Missing values

Sample

First rows

Last rows